{"id":"W6913072561","doi":"10.5683/sp3/k26lxj","title":"SS2 Biosignals and Sleep stages","year":2021,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polysomnography; Sleep (system call); Sleep Stages; Electroencephalography; Cohort; Electrodiagnosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003365209,0.0007712822,0.0003760226,0.001171534,0.0003161345,0.0009325015,0.000392573,0.0003688317,0.01838865],"category_scores_gemma":[0.001991232,0.0001313467,0.0006918951,0.001224552,0.0002041461,0.0003490516,0.0006081744,0.0002969735,0.003335456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004334806,"about_ca_system_score_gemma":0.0003261232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01595015,"about_ca_topic_score_gemma":0.01943692,"domain_scores_codex":[0.9997827,0.00002443697,0.00002888416,0.00008221242,0.00004213842,0.000039569],"domain_scores_gemma":[0.9994032,0.00007814984,0.0001953807,0.0001021845,0.0001489669,0.00007207401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00604451,0.00008888134,0.8984514,0.0004307235,0.001031902,0.0005500464,0.000590575,0.001231957,0.009103988,0.001238155,0.03704801,0.0441898],"study_design_scores_gemma":[0.00005736458,0.0001486153,0.9870341,0.00003244418,0.00009224309,0.0004466106,0.0001562873,0.0007759585,0.0007030363,0.0004331975,0.01009367,0.00002656272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.7797377,0.001271255,0.003826333,0.0001829651,0.0001184588,0.0002389743,0.199942,0.0006009509,0.01408136],"genre_scores_gemma":[0.9028574,0.0002909091,0.001168459,0.00008532483,0.00008674433,0.0003704522,0.08390956,0.0002646056,0.01096657],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.01838865,"threshold_uncertainty_score":0.06151617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239989996671899,"score_gpt":0.2819379164070833,"score_spread":0.2595380164403643,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}